A Novel Feature Space Augmentation Method to Improve Classification Performance and Evaluation Reliability

Author:

Saimon Sakhawat Hossain1ORCID,Najnin Tanzira1ORCID,Ruan Jianhua1ORCID

Affiliation:

1. Department of Computer Science, The University of Texas at San Antonio, San Antonio, TX, USA

Publisher

ACM

Reference30 articles.

1. Ateret Anaby-Tavor, Boaz Carmeli, Esther Goldbraich, Amir Kantor, George Kour, Segev Shlomov, Naama Tepper, and Naama Zwerdling. 2020. Do Not Have Enough Data? Deep Learning to the Rescue! Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 34, 05 (Apr. 2020), 7383--7390.

2. MWMOTE--Majority Weighted Minority Oversampling Technique for Imbalanced Data Set Learning

3. Hong Cao, Xiao-Li Li, Yew-Kwong Woon, and See-Kiong Ng. 2011. SPO: Structure Preserving Oversampling for Imbalanced Time Series Classification. In 2011 IEEE 11th International Conference on Data Mining. 1008--1013.

4. SMOTE: Synthetic Minority Over-sampling Technique

5. RSMOTE: A self-adaptive robust SMOTE for imbalanced problems with label noise

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